An algebraist is someone who studies algebra. Usually, "algebra"
in this context means "abstract algebra." Thus an algebraist
studies groups, rings, fields, etc. See
http://en.wikipedia.org/wiki/Abstract_algebra
A geometer studies geometry. A topologist studies topology. An
analyst studies analysis (think calculus, but for
mathematicians.)